{"title":"Neural inverse-based fast control of quadrotors with actuator saturation","authors":"Yiming Wang, Hao An, Linchang Lu","doi":"10.1016/j.isatra.2025.05.025","DOIUrl":null,"url":null,"abstract":"<div><div>This study investigates the fast attitude control for quadrotors subject to possible actuator saturations. A low-complexity neural dynamic inverse is constructed to decouple attitude dynamics without applying the conventional small-angle assumption. Aiming at decoupled dynamics with mismatched disturbances, an improved terminal sliding mode controller is designed to realize the fast attitude regulation. In particular, a novel anti-windup mechanism and a finite-time disturbance observer are constructed, respectively, to evaluate motor saturations and estimate mismatched disturbances online, whose information is employed to optimize the baseline terminal sliding mode controller. The effectiveness of the proposed control has been theoretically proven and practically tested.</div></div>","PeriodicalId":14660,"journal":{"name":"ISA transactions","volume":"164 ","pages":"Pages 185-196"},"PeriodicalIF":6.5000,"publicationDate":"2025-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ISA transactions","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0019057825002605","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
This study investigates the fast attitude control for quadrotors subject to possible actuator saturations. A low-complexity neural dynamic inverse is constructed to decouple attitude dynamics without applying the conventional small-angle assumption. Aiming at decoupled dynamics with mismatched disturbances, an improved terminal sliding mode controller is designed to realize the fast attitude regulation. In particular, a novel anti-windup mechanism and a finite-time disturbance observer are constructed, respectively, to evaluate motor saturations and estimate mismatched disturbances online, whose information is employed to optimize the baseline terminal sliding mode controller. The effectiveness of the proposed control has been theoretically proven and practically tested.
期刊介绍:
ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.